Efficient Modern Capsule Structures elements

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Product Name	Efficient Modern Capsule Structures elements
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1
Efficient-CapsNet: capsule network with self-attention routing
Website:www.ncbi.nlm.nih.gov
Introduction:In this paper, we propose Efficient-CapsNet, an extreme architecture with barely 160 K parameters and a 85% TOPs improvement upon the original CapsNet model that is perfectly capable of achieving state-of-the-art results on three distinct datasets, maintaining all important aspects of capsule networks.
2
A Novel Structural Design of Shielding Capsule to Prepare
Website:www.researchgate.net
Introduction:Recently, a CPC with a shielding capsule structure constructed using MF as a template has attracted the attention of researchers [37]. The structure forms a continuous shielding wall by sealing
3
Analytical models to estimate efficiency of capsule-based
Website:www.sciencedirect.com
Introduction:Capsule-based self-healing materials are a promising solution for maintaining the mechanical properties and durability performance of concrete structures. To assess the efficiency of capsule-based self-healing cementitious material, analytical models considering the effect of the capsule shell thickness were derived for three common capsule
4
arXiv:2101.12491v2 [cs.CV] 6 Jul 2021
Website:arxiv.org
Introduction:In this paper, we investigate the efficiency of capsule networks and, pushing their capacity to the limits with an extreme architecture with barely 160K parameters, we prove that the proposed architecture is still able to achieve state-of-the-art results on three different datasets with only 2% of the original CapsNet parameters.
5
Developing polyimide-copper antifouling coatings with capsule
Website:www.sciencedirect.com
Introduction:Polyimide-copper coatings have been fabricated by liquid flame spray and the coatings have typical capsule structure with nano copper particles being enwrapped by polyimide shell. The polyimide splat exhibits micron-sized hollow structure with a tiny hole on its top surface, offering the splats the capability to release copper in a controllable
6
Prokaryotic Cells Biology UH Pressbooks
Website:pressbooks-dev.oer.hawaii.edu
Introduction:Section Summary. Prokaryotes are predominantly single-celled organisms of the domains Bacteria and Archaea. All prokaryotes have plasma membranes, cytoplasm, ribosomes, and DNA that is not membrane-bound. Most have peptidoglycan cell walls and many have polysaccharide capsules. Prokaryotic cells range in diameter from 0.1 to 5.0 μm.
7
Analytical model for effects of capsule shape on the healing
Website:www.ncbi.nlm.nih.gov
Introduction:Based on the probability of a crack hitting spherical capsules with a certain diameter calculated by Monte Carlo simulations, Huang attempted to investigate the effects of the dosage and the size of capsules on self-healing efficiency in capsule-based self-healing material. From the view of capsule shape, many researches on the healing
8
Developing polyimide-copper antifouling coatings with capsule
Website:www.researchgate.net
Introduction:Copper, although an essential trace element (Szczypka et al., 1994), can be toxic at high doses of exposure (Negri et al., 2013); silver is toxic even at low doses (Tappin et al., 2010).
9
Prokaryote structure (article) Khan Academy
Website:www.khanacademy.org
Introduction:Key points: Prokaryotes are single-celled organisms belonging to the domains Bacteria and Archaea. Prokaryotic cells are much smaller than eukaryotic cells, have no nucleus, and lack organelles. All prokaryotic cells are encased by a cell wall. Many also have a capsule or slime layer made of polysaccharide.
10
Efficient-CapsNet: capsule network with self-attention
Website:www.nature.com
Introduction:7 Altmetric Metrics Abstract Deep convolutional neural networks, assisted by architectural design strategies, make extensive use of data augmentation techniques and layers with a high number of
11
Microscopic Anatomy of the Kidney Anatomy and Physiology II
Website:courses.lumenlearning.com
Introduction:The renal structures that conduct the essential work of the kidney cannot be seen by the naked eye. Only a light or electron microscope can reveal these structures. Even then, serial sections and computer reconstruction are necessary to give us a comprehensive view of the functional anatomy of the nephron and its associated blood vessels.
12
Nuclear weapon Fission, Fusion, Delivery Britannica
Website:www.britannica.com
Introduction:In an efficient, modern two-stage device—such as a long-range ballistic missile warhead—the primary is boosted in order to conserve on volume and weight. Boosted primaries in modern thermonuclear weapons contain about 3 to 4 kg (6.6 to 8.8 pounds) of plutonium , while less-sophisticated designs may use double that amount or more.
13
(PDF) Progress in Lightweight Design Methods for Large-Size
Website:www.researchgate.net
Introduction:The pressurized capsule structure provides the pressure environment for astronauts or payloads in space, which is thus considered as the most crucial structural component for manned spacecraft.
14
Capsule based self-healing composites: New insights on
Website:www.researchgate.net
Introduction:Under in situ healing test, impact specimens showed healing efficiency as high as 86% and the ability to heal up to 3 times due to the multi-core capsule structure and the high impact energy test
15
Capsule-Based Self-Healing and Self-Sensing Composites with
Website:www.ncbi.nlm.nih.gov
Introduction:The calculated high mechanical and electrical healing efficiency values, along with the elimination of the knock-down effect, are promising factors for the scale-up of the employment of a nanomodified capsule-based self-healing method to model composite structures. Capsules with a nanomodified healing agent proved to be a promising healing
16
Self-Assembled Polymer Membrane Capsules Inflated by Osmotic
Website:groups.seas.harvard.edu
Introduction:not have an a priori determination of our capsules’ structure or mechanical response, we evaluate a series of finite element models and obtain a final model that characterizes capsule mechanical properties and structure. We thereby demonstrate that these capsules are membranes inflated by osmotic pressure from internal polyelectrolyte.
17
Recent advances and perspectives on supramolecular radical
Website:pubs.rsc.org
Introduction:Likewise, self-assembly of a redox-active supramolecular capsule 8 based on the bent phenothiazine panels through the hydrophobic effect and π-stacking interactions was also reported by the same group . 23 Both electrochemical and chemical oxidation of capsule 8 produced relatively stable radical cation species 8 n(˙ +) at room temperature in
18
Nakagin Capsule Tower and the Metabolist Movement Revisited
Website:www.acsa-arch.org
Introduction:nents: the permanent structure (two ferroconcrete shafts), the moveable element (144 capsules), and service equipment (utilities). They were designed based on different life spans. Kurokawa envisioned that the main shafts would last at least sixty years, while the capsules would be due for replacement in twenty-five to thirty-five years.
19
Renal physiology: Glomerular filtration Khan Academy
Website:www.khanacademy.org
Introduction:Blood that is about to be filtered enters a glomerulus, which is a tuft of blood capillaries (the smallest of blood vessels). The glomerulus is nestled inside a cup-like sac located at the end of each nephron, called a glomerular capsule. Glomerular capillaries have small pores in their walls, just like a very fine mesh sieve.
20
An interpretable deep-learning architecture of capsule
Website:www.nature.com
Introduction:A capsule structure (a neuron vector representing a set of properties of a specific object) captures hierarchical relations. By utilizing competitive single-cell-type recognition, the scCapsNet

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Efficient Modern Capsule Structures elements In this paper, we propose Efficient-CapsNet, an extreme architecture with barely 160 K parameters and a 85% TOPs improvement upon the original CapsNet model that is perfectly capable of achieving state-of-the-art results on three distinct datasets, maintaining all important aspects of capsule networks. ntly, a CPC with a shielding capsule structure constructed using MF as a template has attracted the attention of researchers [37]. The structure forms a continuous shielding wall by sealing
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